Suite Of Services
Proactive, data-driven suite to identify, assess and prioritize infrastructure risks, turning fragmented systems into a unified roadmap for smarter capital planning, regulatory compliance and long-term service resilience.
A Structured, Data-Driven
Assessment Framework
Our assessment approach integrates two interdependent components to provide a comprehensive understanding of your water system. First, we conduct a one-time diagnostic to clean, digitize and geospatially align your historical records, establishing a high-integrity data foundation that can support future decision-making. Building on this baseline, we deploy predictive modeling and engineering analytics to deliver a dynamic, ongoing evaluation of asset conditions, system performance and risk exposure.
This two-tiered methodology enables agencies to move beyond static reporting toward a living, evolving analysis that supports proactive planning and long-term infrastructure resilience.
Clean & Digitize Historical Data
Modernizing data foundation
Utilizes imputation, outlier detection, categorical encoding & normalization techniques to produce model-ready, spatialized datasets.
Our Approach:
- Standardize, clean and structure disparate datasets.
- Impute missing data using statistical inference and ML-based interpolation.
- Implement uniform pipe geometry for improved data integrity and modeling accuracy.
- Geocode historical failure records into GIS-compatible coordinates.
- Validate data against asset maps and correct inconsistencies.
Deliverables:
- GIS-compatible database of historical breaks.
- Data preprocessing and feature engineering reports.
- Fully cleaned and validated datasets ready for predictive modeling.
Smart GPS Data Collection
Capturing field intelligence in real-time
Real-time geospatial data ingestion pipeline supporting streaming data architecture & automated database syncing.
Our Approach:
- Deploy mobile GPS-enabled failure reporting app powered.
- Train field teams in app use and workflow integration.
- Configure forms to capture location, photos, failure type and metadata.
- Sync with your existing GIS/asset registry platforms.
Deliverables:
- Customized failure reporting mobile app.
- Training materials and workflow integration support.
- Live dashboard visualizing field-reported data in real time.
Predictive Failure Modeling
Anticipating breaks before they occur
Supervised classification & regression models with continuous learning, concept drift monitoring & scenario adaptation for evolving conditions.
Our Approach:
- Train ML and deep learning models to assess failure risk.
- Incorporate pipe age, material, break history, soil conditions, seismic zones and hydraulic pressures.
- Adjust for data imbalance, drift and noise using class weighting and adaptive retraining.
- Visualize results with GIS-based risk maps and survival curves.
Deliverables:
- Risk-prioritized pipe segment maps.
- Failure probability reports per pipe_ID.
- AI-based condition scores and intervention recommendations.
Strategic Planning & Decision Support
Optimizing capital planning from insights
Uses failure prediction outputs, COF scoring algorithms & optimization heuristics to recommend investment prioritization.
Our Approach:
- Combine likelihood of failure (LOF) with consequence of failure (COF) to build a dynamic Business Risk Exposure Matrix.
- Perform scenario-based stress testing (e.g., seismic, drought, budget constraints).
- Integrate traditional pipe survival curves with event-based external stressors to produce adjusted risk scores that account for both intrinsic aging and extrinsic hazards.
- Engage stakeholders across departments for holistic decision-making.
Deliverables:
- Multi-year asset renewal strategies.
- Risk exposure matrices (critical, high, medium, low).
- Scenario-based CIP recommendations and maintenance schedules.
- Event-driven risk modeling outputs that quantify infrastructure sensitivity to unanticipated shocks and climate extremes.
Streamlined Compliance
Automating regulatory readiness
Schema-mapped ETL pipeline ensures data is always aligned with regulatory structures. Includes built-in validation, audit logging & export routines.
Our Approach:
- Automatically track and log required fields using the failure reporting app.
- Map data to State-required formats and schema.
- Validate, QA/QC and compile data into submittal-ready documents.
- Provide compliance dashboards to monitor progress in real-time.
Deliverables:
- Pre-formatted asset failure registry submittals.
- Compliance review reports.
- Auto-generated dashboards for regulatory metrics.
Regional Intelligence Network
Amplifying insights through shared data ecosystems
Leverages federated learning, differential privacy & regional aggregation to maximize intelligence while preserving data privacy.
Our Approach:
- Form a regional shared data framework for enhanced model training.
- Use federated learning models to improve prediction accuracy without sharing sensitive data.
- Build cohort-level benchmarking and cross-agency pattern recognition.
Deliverables:
- Regional model performance enhancements.
- Shared dashboards with comparative KPIs.
- Whitepapers summarizing regional insights.
Why It Works
By integrating predictive modeling, deep learning, geospatial intelligence and smart data governance into a single, cohesive service platform, Infractiv delivers more than tools, we deliver transformation.